Overview

Dataset statistics

Number of variables	25
Number of observations	6807
Missing cells	2471
Missing cells (%)	1.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 MiB
Average record size in memory	514.5 B

Variable types

Numeric	17
Unsupported	5
Text	1
DateTime	2

Alerts

`item` is highly overall correlated with `activity_days` and 2 other fields	High correlation
`review_count` is highly overall correlated with `item_user_heavy_ratio` and 1 other fields	High correlation
`year` is highly overall correlated with `activity_days` and 2 other fields	High correlation
`activity_span` is highly overall correlated with `item` and 3 other fields	High correlation
`activity_days` is highly overall correlated with `item` and 2 other fields	High correlation
`start_year` is highly overall correlated with `activity_days` and 2 other fields	High correlation
`end_year` is highly overall correlated with `end_month`	High correlation
`end_month` is highly overall correlated with `end_year`	High correlation
`item_user_median_activity` is highly overall correlated with `item_user_heavy_ratio` and 1 other fields	High correlation
`item_user_heavy_ratio` is highly overall correlated with `item_user_median_activity` and 1 other fields	High correlation
`directors` has 1304 (19.2%) missing values	Missing
`writers` has 1159 (17.0%) missing values	Missing
`item` has unique values	Unique
`genres` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`directors` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`writers` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`activity_span` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`genre_combo` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`start_weekday` has 1670 (24.5%) zeros	Zeros
`start_hour` has 277 (4.1%) zeros	Zeros
`end_weekday` has 1553 (22.8%) zeros	Zeros
`end_hour` has 308 (4.5%) zeros	Zeros
`n_writers` has 1159 (17.0%) zeros	Zeros
`n_directors` has 1304 (19.2%) zeros	Zeros

Reproduction

Analysis started	2025-12-22 19:05:51.175519
Analysis finished	2025-12-22 19:06:23.506012
Duration	32.33 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

item
Real number (ℝ)

High correlation Unique

Distinct	6807
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26626.948

Minimum	1
Maximum	119145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	1
5-th percentile	556.6
Q1	3054.5
median	6882
Q3	49823
95-th percentile	94054.4
Maximum	119145
Range	119144
Interquartile range (IQR)	46768.5

Descriptive statistics

Standard deviation	32194.062
Coefficient of variation (CV)	1.2090782
Kurtosis	-0.11608162
Mean	26626.948
Median Absolute Deviation (MAD)	5608
Skewness	1.1011684
Sum	1.8124964 × 10⁸
Variance	1.0364577 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119145	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
Other values (6797)	6797	99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
119145	1	< 0.1%
119141	1	< 0.1%
118997	1	< 0.1%
118900	1	< 0.1%
118700	1	< 0.1%
118696	1	< 0.1%
117881	1	< 0.1%
117533	1	< 0.1%
117176	1	< 0.1%
116823	1	< 0.1%

review_count
Real number (ℝ)

High correlation

Distinct	1849
Distinct (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	757.23094

Minimum	27
Maximum	19699
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	27
5-th percentile	52
Q1	90
median	197
Q3	610.5
95-th percentile	3312.1
Maximum	19699
Range	19672
Interquartile range (IQR)	520.5

Descriptive statistics

Standard deviation	1682.9731
Coefficient of variation (CV)	2.2225361
Kurtosis	32.335437
Mean	757.23094
Median Absolute Deviation (MAD)	133
Skewness	5.0438171
Sum	5154471
Variance	2832398.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	62	0.9%
58	54	0.8%
52	52	0.8%
56	51	0.7%
48	50	0.7%
55	46	0.7%
54	45	0.7%
59	44	0.6%
49	44	0.6%
51	43	0.6%
Other values (1839)	6316	92.8%

Value	Count	Frequency (%)
27	1	< 0.1%
34	2	< 0.1%
36	1	< 0.1%
38	2	< 0.1%
39	3	< 0.1%
40	6	0.1%
41	8	0.1%
42	7	0.1%
43	8	0.1%
44	12	0.2%

Value	Count	Frequency (%)
19699	1	< 0.1%
18437	1	< 0.1%
18202	1	< 0.1%
18168	1	< 0.1%
17339	1	< 0.1%
17237	1	< 0.1%
16656	1	< 0.1%
16387	1	< 0.1%
15847	1	< 0.1%
15213	1	< 0.1%

genres
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	579.4 KiB

directors
Unsupported

Missing Rejected Unsupported

Missing	1304
Missing (%)	19.2%
Memory size	472.1 KiB

writers
Unsupported

Missing Rejected Unsupported

Missing	1159
Missing (%)	17.0%
Memory size	505.4 KiB

year
Real number (ℝ)

High correlation

Distinct	93
Distinct (%)	1.4%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1992.1747

Minimum	1922
Maximum	2014
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	1922
5-th percentile	1950
Q1	1985
median	1999
Q3	2006
95-th percentile	2012
Maximum	2014
Range	92
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	19.052568
Coefficient of variation (CV)	0.0095637034
Kurtosis	1.2781437
Mean	1992.1747
Median Absolute Deviation (MAD)	9
Skewness	-1.3709319
Sum	13544796
Variance	363.00036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	284	4.2%
2007	271	4.0%
2004	262	3.8%
2005	260	3.8%
2008	256	3.8%
2009	247	3.6%
2002	242	3.6%
2003	236	3.5%
2001	222	3.3%
2010	213	3.1%
Other values (83)	4306	63.3%

Value	Count	Frequency (%)
1922	3	< 0.1%
1923	2	< 0.1%
1924	5	0.1%
1925	6	0.1%
1926	2	< 0.1%
1927	5	0.1%
1928	6	0.1%
1929	5	0.1%
1930	4	0.1%
1931	10	0.1%

Value	Count	Frequency (%)
2014	76	1.1%
2013	134	2.0%
2012	140	2.1%
2011	185	2.7%
2010	213	3.1%
2009	247	3.6%
2008	256	3.8%
2007	271	4.0%
2006	284	4.2%
2005	260	3.8%

title
Text

Distinct	6806
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	569.4 KiB

Length

Max length	134
Median length	98
Mean length	26.000588
Min length	8

Characters and Unicode

Total characters	176986
Distinct characters	124
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6805 ?
Unique (%)	> 99.9%

Sample

1st row	Toy Story (1995)
2nd row	Jumanji (1995)
3rd row	Grumpier Old Men (1995)
4th row	Waiting to Exhale (1995)
5th row	Father of the Bride Part II (1995)

Value	Count	Frequency (%)
the	2387	8.2%
of	741	2.5%
a	302	1.0%
2006	284	1.0%
2007	271	0.9%
and	263	0.9%
2004	262	0.9%
2005	260	0.9%
2008	256	0.9%
2009	247	0.8%
Other values (7665)	24006	82.0%

Most occurring characters

Value	Count	Frequency (%)
	22475	12.7%
e	12541	7.1%
a	8163	4.6%
(	7763	4.4%
)	7763	4.4%
o	7430	4.2%
n	6984	3.9%
i	6683	3.8%
r	6587	3.7%
0	6492	3.7%
Other values (114)	84105	47.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	176986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	22475	12.7%
e	12541	7.1%
a	8163	4.6%
(	7763	4.4%
)	7763	4.4%
o	7430	4.2%
n	6984	3.9%
i	6683	3.8%
r	6587	3.7%
0	6492	3.7%
Other values (114)	84105	47.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	176986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	22475	12.7%
e	12541	7.1%
a	8163	4.6%
(	7763	4.4%
)	7763	4.4%
o	7430	4.2%
n	6984	3.9%
i	6683	3.8%
r	6587	3.7%
0	6492	3.7%
Other values (114)	84105	47.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	176986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	22475	12.7%
e	12541	7.1%
a	8163	4.6%
(	7763	4.4%
)	7763	4.4%
o	7430	4.2%
n	6984	3.9%
i	6683	3.8%
r	6587	3.7%
0	6492	3.7%
Other values (114)	84105	47.5%

start_datetime
Date

Distinct	6796
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	53.3 KiB

Minimum	2005-04-11 11:56:25
Maximum	2015-01-03 05:32:06
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

end_datetime
Date

Distinct	6787
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Memory size	53.3 KiB

Minimum	2010-12-09 13:41:09
Maximum	2015-03-31 05:50:52
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

activity_span
Unsupported

High correlation Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	53.3 KiB

activity_days
Real number (ℝ)

High correlation

Distinct	1941
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3043.4441

Minimum	85
Maximum	3640
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	85
5-th percentile	1031.3
Q1	2584.5
median	3575
Q3	3631
95-th percentile	3639
Maximum	3640
Range	3555
Interquartile range (IQR)	1046.5

Descriptive statistics

Standard deviation	886.97684
Coefficient of variation (CV)	0.29143852
Kurtosis	1.1088977
Mean	3043.4441
Median Absolute Deviation (MAD)	63
Skewness	-1.4812014
Sum	20716724
Variance	786727.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3639	267	3.9%
3637	230	3.4%
3638	227	3.3%
3640	192	2.8%
3636	175	2.6%
3632	149	2.2%
3635	134	2.0%
3633	130	1.9%
3634	125	1.8%
3631	110	1.6%
Other values (1931)	5068	74.5%

Value	Count	Frequency (%)
85	1	< 0.1%
91	1	< 0.1%
93	1	< 0.1%
95	1	< 0.1%
100	1	< 0.1%
102	1	< 0.1%
109	1	< 0.1%
112	2	< 0.1%
120	1	< 0.1%
129	1	< 0.1%

Value	Count	Frequency (%)
3640	192	2.8%
3639	267	3.9%
3638	227	3.3%
3637	230	3.4%
3636	175	2.6%
3635	134	2.0%
3634	125	1.8%
3633	130	1.9%
3632	149	2.2%
3631	110	1.6%

start_year
Real number (ℝ)

High correlation

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2006.4147

Minimum	2005
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	2005
5-th percentile	2005
Q1	2005
median	2005
Q3	2008
95-th percentile	2012
Maximum	2015
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.3578059
Coefficient of variation (CV)	0.0011751339
Kurtosis	1.4053833
Mean	2006.4147
Median Absolute Deviation (MAD)	0
Skewness	1.5795055
Sum	13657665
Variance	5.5592485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2005	4481	65.8%
2008	429	6.3%
2009	390	5.7%
2006	302	4.4%
2007	299	4.4%
2010	283	4.2%
2011	227	3.3%
2012	161	2.4%
2013	137	2.0%
2014	97	1.4%

Value	Count	Frequency (%)
2005	4481	65.8%
2006	302	4.4%
2007	299	4.4%
2008	429	6.3%
2009	390	5.7%
2010	283	4.2%
2011	227	3.3%
2012	161	2.4%
2013	137	2.0%
2014	97	1.4%

Value	Count	Frequency (%)
2015	1	< 0.1%
2014	97	1.4%
2013	137	2.0%
2012	161	2.4%
2011	227	3.3%
2010	283	4.2%
2009	390	5.7%
2008	429	6.3%
2007	299	4.4%
2006	302	4.4%

start_month
Real number (ℝ)

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0832966

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	4
Q3	5
95-th percentile	11
Maximum	12
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.5059955
Coefficient of variation (CV)	0.49298628
Kurtosis	1.1514156
Mean	5.0832966
Median Absolute Deviation (MAD)	0
Skewness	1.3554296
Sum	34602
Variance	6.2800133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4	4006	58.9%
5	534	7.8%
6	276	4.1%
11	255	3.7%
10	254	3.7%
1	241	3.5%
7	218	3.2%
12	215	3.2%
9	211	3.1%
8	210	3.1%
Other values (2)	387	5.7%

Value	Count	Frequency (%)
1	241	3.5%
2	180	2.6%
3	207	3.0%
4	4006	58.9%
5	534	7.8%
6	276	4.1%
7	218	3.2%
8	210	3.1%
9	211	3.1%
10	254	3.7%

Value	Count	Frequency (%)
12	215	3.2%
11	255	3.7%
10	254	3.7%
9	211	3.1%
8	210	3.1%
7	218	3.2%
6	276	4.1%
5	534	7.8%
4	4006	58.9%
3	207	3.0%

start_weekday
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3246658

Minimum	0
Maximum	6
Zeros	1670
Zeros (%)	24.5%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9386903
Coefficient of variation (CV)	0.83396519
Kurtosis	-1.0516509
Mean	2.3246658
Median Absolute Deviation (MAD)	2
Skewness	0.38000105
Sum	15824
Variance	3.7585202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1670	24.5%
1	1126	16.5%
2	1046	15.4%
3	923	13.6%
4	901	13.2%
5	613	9.0%
6	528	7.8%

Value	Count	Frequency (%)
0	1670	24.5%
1	1126	16.5%
2	1046	15.4%
3	923	13.6%
4	901	13.2%
5	613	9.0%
6	528	7.8%

Value	Count	Frequency (%)
6	528	7.8%
5	613	9.0%
4	901	13.2%
3	923	13.6%
2	1046	15.4%
1	1126	16.5%
0	1670	24.5%

start_hour
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.372851

Minimum	0
Maximum	23
Zeros	277
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	14
Q3	19
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	7.2274018
Coefficient of variation (CV)	0.58413389
Kurtosis	-1.3091039
Mean	12.372851
Median Absolute Deviation (MAD)	6
Skewness	-0.22460993
Sum	84222
Variance	52.235337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
21	425	6.2%
16	424	6.2%
18	392	5.8%
20	360	5.3%
15	356	5.2%
23	347	5.1%
14	327	4.8%
2	323	4.7%
19	320	4.7%
17	311	4.6%
Other values (14)	3222	47.3%

Value	Count	Frequency (%)
0	277	4.1%
1	257	3.8%
2	323	4.7%
3	285	4.2%
4	279	4.1%
5	288	4.2%
6	259	3.8%
7	208	3.1%
8	251	3.7%
9	174	2.6%

Value	Count	Frequency (%)
23	347	5.1%
22	289	4.2%
21	425	6.2%
20	360	5.3%
19	320	4.7%
18	392	5.8%
17	311	4.6%
16	424	6.2%
15	356	5.2%
14	327	4.8%

end_year
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.8781

Minimum	2010
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	2010
5-th percentile	2014
Q1	2015
median	2015
Q3	2015
95-th percentile	2015
Maximum	2015
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.39516535
Coefficient of variation (CV)	0.0001961237
Kurtosis	19.852534
Mean	2014.8781
Median Absolute Deviation (MAD)	0
Skewness	-3.9367959
Sum	13715275
Variance	0.15615565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2015	6114	89.8%
2014	580	8.5%
2013	94	1.4%
2012	15	0.2%
2011	3	< 0.1%
2010	1	< 0.1%

Value	Count	Frequency (%)
2010	1	< 0.1%
2011	3	< 0.1%
2012	15	0.2%
2013	94	1.4%
2014	580	8.5%
2015	6114	89.8%

Value	Count	Frequency (%)
2015	6114	89.8%
2014	580	8.5%
2013	94	1.4%
2012	15	0.2%
2011	3	< 0.1%
2010	1	< 0.1%

end_month
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3261349

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	3
Q3	3
95-th percentile	11
Maximum	12
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.2485827
Coefficient of variation (CV)	0.67603473
Kurtosis	7.4547036
Mean	3.3261349
Median Absolute Deviation (MAD)	0
Skewness	2.8111663
Sum	22641
Variance	5.0561241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	4721	69.4%
2	921	13.5%
1	540	7.9%
12	187	2.7%
11	156	2.3%
10	61	0.9%
7	54	0.8%
9	46	0.7%
8	40	0.6%
6	32	0.5%
Other values (2)	49	0.7%

Value	Count	Frequency (%)
1	540	7.9%
2	921	13.5%
3	4721	69.4%
4	23	0.3%
5	26	0.4%
6	32	0.5%
7	54	0.8%
8	40	0.6%
9	46	0.7%
10	61	0.9%

Value	Count	Frequency (%)
12	187	2.7%
11	156	2.3%
10	61	0.9%
9	46	0.7%
8	40	0.6%
7	54	0.8%
6	32	0.5%
5	26	0.4%
4	23	0.3%
3	4721	69.4%

end_weekday
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1355957

Minimum	0
Maximum	6
Zeros	1553
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.3388981
Coefficient of variation (CV)	0.74591827
Kurtosis	-1.5599335
Mean	3.1355957
Median Absolute Deviation (MAD)	2
Skewness	-0.11242667
Sum	21344
Variance	5.4704445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	1705	25.0%
0	1553	22.8%
5	908	13.3%
1	774	11.4%
4	753	11.1%
3	560	8.2%
2	554	8.1%

Value	Count	Frequency (%)
0	1553	22.8%
1	774	11.4%
2	554	8.1%
3	560	8.2%
4	753	11.1%
5	908	13.3%
6	1705	25.0%

Value	Count	Frequency (%)
6	1705	25.0%
5	908	13.3%
4	753	11.1%
3	560	8.2%
2	554	8.1%
1	774	11.4%
0	1553	22.8%

end_hour
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.132364

Minimum	0
Maximum	23
Zeros	308
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	15
Q3	19
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.5027054
Coefficient of variation (CV)	0.57131416
Kurtosis	-1.2862835
Mean	13.132364
Median Absolute Deviation (MAD)	6
Skewness	-0.3775747
Sum	89392
Variance	56.290588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
19	619	9.1%
23	463	6.8%
18	446	6.6%
21	421	6.2%
22	419	6.2%
20	387	5.7%
1	337	5.0%
17	322	4.7%
0	308	4.5%
16	276	4.1%
Other values (14)	2809	41.3%

Value	Count	Frequency (%)
0	308	4.5%
1	337	5.0%
2	237	3.5%
3	256	3.8%
4	239	3.5%
5	190	2.8%
6	246	3.6%
7	239	3.5%
8	139	2.0%
9	132	1.9%

Value	Count	Frequency (%)
23	463	6.8%
22	419	6.2%
21	421	6.2%
20	387	5.7%
19	619	9.1%
18	446	6.6%
17	322	4.7%
16	276	4.1%
15	257	3.8%
14	135	2.0%

item_user_median_activity
Real number (ℝ)

High correlation

Distinct	770
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	317.11936

Minimum	127
Maximum	721.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	127
5-th percentile	199
Q1	256
median	305
Q3	373.5
95-th percentile	468
Maximum	721.5
Range	594.5
Interquartile range (IQR)	117.5

Descriptive statistics

Standard deviation	83.303291
Coefficient of variation (CV)	0.26268749
Kurtosis	0.39401951
Mean	317.11936
Median Absolute Deviation (MAD)	56
Skewness	0.62764842
Sum	2158631.5
Variance	6939.4383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
270	41	0.6%
275	40	0.6%
253	40	0.6%
265	40	0.6%
260	37	0.5%
279	36	0.5%
354	36	0.5%
271	35	0.5%
246	35	0.5%
258	35	0.5%
Other values (760)	6432	94.5%

Value	Count	Frequency (%)
127	1	< 0.1%
130	1	< 0.1%
132	1	< 0.1%
134	1	< 0.1%
135	2	< 0.1%
137	1	< 0.1%
138	2	< 0.1%
139	2	< 0.1%
140	1	< 0.1%
143	5	0.1%

Value	Count	Frequency (%)
721.5	1	< 0.1%
708.5	1	< 0.1%
670	1	< 0.1%
648	1	< 0.1%
645	1	< 0.1%
634.5	1	< 0.1%
629.5	1	< 0.1%
629	1	< 0.1%
626	1	< 0.1%
624.5	1	< 0.1%

item_user_heavy_ratio
Real number (ℝ)

High correlation

Distinct	4644
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46294929

Minimum	0.1261993
Maximum	0.90384615
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0.1261993
5-th percentile	0.26793334
Q1	0.37662338
median	0.45849802
Q3	0.55
95-th percentile	0.66418033
Maximum	0.90384615
Range	0.77764685
Interquartile range (IQR)	0.17337662

Descriptive statistics

Standard deviation	0.12054376
Coefficient of variation (CV)	0.26038222
Kurtosis	-0.30902095
Mean	0.46294929
Median Absolute Deviation (MAD)	0.085805774
Skewness	0.048192934
Sum	3151.2958
Variance	0.014530799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	78	1.1%
0.5714285714	32	0.5%
0.4	25	0.4%
0.6666666667	25	0.4%
0.3333333333	21	0.3%
0.4285714286	20	0.3%
0.6	19	0.3%
0.5555555556	18	0.3%
0.4615384615	17	0.2%
0.5833333333	16	0.2%
Other values (4634)	6536	96.0%

Value	Count	Frequency (%)
0.1261992995	1	< 0.1%
0.1299560666	1	< 0.1%
0.1332833497	1	< 0.1%
0.1339962641	1	< 0.1%
0.1348524879	1	< 0.1%
0.135464408	1	< 0.1%
0.1365273775	1	< 0.1%
0.1385244401	1	< 0.1%
0.1455991586	1	< 0.1%
0.146209691	1	< 0.1%

Value	Count	Frequency (%)
0.9038461538	1	< 0.1%
0.84	1	< 0.1%
0.82	1	< 0.1%
0.8166666667	1	< 0.1%
0.8142857143	1	< 0.1%
0.8125	1	< 0.1%
0.8076923077	2	< 0.1%
0.8064516129	1	< 0.1%
0.8039215686	1	< 0.1%
0.8	1	< 0.1%

n_genres
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3406787

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1140493
Coefficient of variation (CV)	0.47595139
Kurtosis	0.50515521
Mean	2.3406787
Median Absolute Deviation (MAD)	1
Skewness	0.71163399
Sum	15933
Variance	1.2411058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	2280	33.5%
3	1786	26.2%
1	1756	25.8%
4	726	10.7%
5	212	3.1%
6	38	0.6%
7	7	0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1	1756	25.8%
2	2280	33.5%
3	1786	26.2%
4	726	10.7%
5	212	3.1%
6	38	0.6%
7	7	0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8	1	< 0.1%
7	7	0.1%
6	38	0.6%
5	212	3.1%
4	726	10.7%
3	1786	26.2%
2	2280	33.5%
1	1756	25.8%

n_writers
Real number (ℝ)

Zeros

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6609373

Minimum	0
Maximum	24
Zeros	1159
Zeros (%)	17.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	24
Range	24
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.5973385
Coefficient of variation (CV)	0.96170912
Kurtosis	31.058741
Mean	1.6609373
Median Absolute Deviation (MAD)	1
Skewness	3.6935449
Sum	11306
Variance	2.5514903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	2660	39.1%
2	1681	24.7%
0	1159	17.0%
3	699	10.3%
4	323	4.7%
5	137	2.0%
6	67	1.0%
7	26	0.4%
8	17	0.2%
9	11	0.2%
Other values (11)	27	0.4%

Value	Count	Frequency (%)
0	1159	17.0%
1	2660	39.1%
2	1681	24.7%
3	699	10.3%
4	323	4.7%
5	137	2.0%
6	67	1.0%
7	26	0.4%
8	17	0.2%
9	11	0.2%

Value	Count	Frequency (%)
24	1	< 0.1%
23	1	< 0.1%
21	2	< 0.1%
19	2	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
16	3	< 0.1%
15	1	< 0.1%
12	2	< 0.1%
11	4	0.1%

n_directors
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86748935

Minimum	0
Maximum	14
Zeros	1304
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.56653612
Coefficient of variation (CV)	0.65307559
Kurtosis	68.127255
Mean	0.86748935
Median Absolute Deviation (MAD)	0
Skewness	3.9816966
Sum	5905
Variance	0.32096318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	5220	76.7%
0	1304	19.2%
2	225	3.3%
3	37	0.5%
4	8	0.1%
6	4	0.1%
7	3	< 0.1%
5	3	< 0.1%
10	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
0	1304	19.2%
1	5220	76.7%
2	225	3.3%
3	37	0.5%
4	8	0.1%
5	3	< 0.1%
6	4	0.1%
7	3	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
10	1	< 0.1%
8	1	< 0.1%
7	3	< 0.1%
6	4	0.1%
5	3	< 0.1%
4	8	0.1%
3	37	0.5%
2	225	3.3%
1	5220	76.7%

genre_combo
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	443.7 KiB

Interactions

Correlations

	item	review_count	year	activity_span	activity_days	start_year	start_month	start_weekday	start_hour	end_year	end_month	end_weekday	end_hour	item_user_median_activity	item_user_heavy_ratio	n_genres	n_writers	n_directors
item	1.000	-0.132	0.512	-0.943	-0.943	0.940	0.447	0.259	-0.005	0.065	-0.039	-0.005	0.030	0.143	0.185	0.044	-0.079	-0.093
review_count	-0.132	1.000	0.039	0.154	0.154	-0.134	-0.049	-0.238	0.079	0.124	-0.061	-0.221	0.123	-0.466	-0.559	0.162	0.149	0.144
year	0.512	0.039	1.000	-0.449	-0.449	0.452	0.224	0.087	0.012	0.085	-0.070	-0.010	0.084	-0.188	-0.150	0.058	-0.158	-0.115
activity_span	-0.943	0.154	-0.449	1.000	1.000	-0.989	-0.401	-0.231	0.005	0.033	-0.005	0.002	-0.020	-0.203	-0.247	-0.022	0.078	0.094
activity_days	-0.943	0.154	-0.449	1.000	1.000	-0.989	-0.401	-0.231	0.006	0.033	-0.005	0.002	-0.020	-0.204	-0.247	-0.022	0.078	0.094
start_year	0.940	-0.134	0.452	-0.989	-0.989	1.000	0.325	0.214	-0.001	0.076	-0.041	0.001	0.026	0.180	0.224	0.032	-0.067	-0.086
start_month	0.447	-0.049	0.224	-0.401	-0.401	0.325	1.000	0.186	0.011	0.007	-0.008	-0.036	0.016	0.055	0.067	0.027	-0.026	-0.023
start_weekday	0.259	-0.238	0.087	-0.231	-0.231	0.214	0.186	1.000	-0.071	-0.050	0.032	0.034	-0.013	0.164	0.193	-0.016	-0.060	-0.053
start_hour	-0.005	0.079	0.012	0.005	0.006	-0.001	0.011	-0.071	1.000	0.032	-0.002	-0.025	0.010	-0.059	-0.069	0.017	0.007	0.010
end_year	0.065	0.124	0.085	0.033	0.033	0.076	0.007	-0.050	0.032	1.000	-0.747	0.001	0.057	-0.171	-0.161	0.087	0.065	0.066
end_month	-0.039	-0.061	-0.070	-0.005	-0.005	-0.041	-0.008	0.032	-0.002	-0.747	1.000	0.003	-0.050	0.093	0.081	-0.048	-0.026	-0.038
end_weekday	-0.005	-0.221	-0.010	0.002	0.002	0.001	-0.036	0.034	-0.025	0.001	0.003	1.000	-0.011	0.114	0.136	-0.042	-0.035	-0.054
end_hour	0.030	0.123	0.084	-0.020	-0.020	0.026	0.016	-0.013	0.010	0.057	-0.050	-0.011	1.000	-0.113	-0.120	0.034	0.047	0.030
item_user_median_activity	0.143	-0.466	-0.188	-0.203	-0.204	0.180	0.055	0.164	-0.059	-0.171	0.093	0.114	-0.113	1.000	0.967	-0.162	-0.127	-0.059
item_user_heavy_ratio	0.185	-0.559	-0.150	-0.247	-0.247	0.224	0.067	0.193	-0.069	-0.161	0.081	0.136	-0.120	0.967	1.000	-0.168	-0.151	-0.083
n_genres	0.044	0.162	0.058	-0.022	-0.022	0.032	0.027	-0.016	0.017	0.087	-0.048	-0.042	0.034	-0.162	-0.168	1.000	0.225	0.102
n_writers	-0.079	0.149	-0.158	0.078	0.078	-0.067	-0.026	-0.060	0.007	0.065	-0.026	-0.035	0.047	-0.127	-0.151	0.225	1.000	0.357
n_directors	-0.093	0.144	-0.115	0.094	0.094	-0.086	-0.023	-0.053	0.010	0.066	-0.038	-0.054	0.030	-0.059	-0.083	0.102	0.357	1.000

	item	review_count	year	activity_span	activity_days	start_year	start_month	start_weekday	start_hour	end_year	end_month	end_weekday	end_hour	item_user_median_activity	item_user_heavy_ratio	n_genres	n_writers	n_directors
item	1.000	-0.223	0.677	-0.791	-0.791	0.828	0.348	0.275	0.001	-0.003	0.003	0.002	0.011	0.184	0.199	0.036	-0.128	-0.139
review_count	-0.223	1.000	-0.014	0.493	0.493	-0.186	-0.109	-0.236	0.064	0.368	0.120	-0.127	0.105	-0.602	-0.621	0.214	0.215	0.243
year	0.677	-0.014	1.000	-0.573	-0.573	0.687	0.272	0.169	0.006	0.112	0.018	-0.005	0.081	-0.064	-0.050	0.059	-0.166	-0.124
activity_span	-0.791	0.493	-0.573	1.000	1.000	-0.841	-0.381	-0.356	0.019	0.206	0.046	-0.042	0.032	-0.375	-0.397	0.040	0.176	0.188
activity_days	-0.791	0.493	-0.573	1.000	1.000	-0.841	-0.381	-0.356	0.020	0.206	0.046	-0.041	0.032	-0.375	-0.397	0.040	0.176	0.188
start_year	0.828	-0.186	0.687	-0.841	-0.841	1.000	0.290	0.235	0.011	0.050	0.017	0.006	0.031	0.176	0.196	0.047	-0.110	-0.125
start_month	0.348	-0.109	0.272	-0.381	-0.381	0.290	1.000	0.203	0.008	-0.023	0.013	-0.023	0.012	0.069	0.077	0.008	-0.033	-0.036
start_weekday	0.275	-0.236	0.169	-0.356	-0.356	0.235	0.203	1.000	-0.064	-0.060	-0.012	0.039	-0.021	0.178	0.190	-0.017	-0.059	-0.061
start_hour	0.001	0.064	0.006	0.019	0.020	0.011	0.008	-0.064	1.000	0.023	0.007	-0.022	0.005	-0.050	-0.053	0.014	0.003	0.007
end_year	-0.003	0.368	0.112	0.206	0.206	0.050	-0.023	-0.060	0.023	1.000	-0.552	0.001	0.065	-0.183	-0.181	0.091	0.079	0.087
end_month	0.003	0.120	0.018	0.046	0.046	0.017	0.013	-0.012	0.007	-0.552	1.000	0.009	-0.008	-0.115	-0.118	0.036	0.054	0.031
end_weekday	0.002	-0.127	-0.005	-0.042	-0.041	0.006	-0.023	0.039	-0.022	0.001	0.009	1.000	0.003	0.111	0.114	-0.039	-0.042	-0.050
end_hour	0.011	0.105	0.081	0.032	0.032	0.031	0.012	-0.021	0.005	0.065	-0.008	0.003	1.000	-0.109	-0.111	0.025	0.036	0.033
item_user_median_activity	0.184	-0.602	-0.064	-0.375	-0.375	0.176	0.069	0.178	-0.050	-0.183	-0.115	0.111	-0.109	1.000	0.986	-0.160	-0.140	-0.065
item_user_heavy_ratio	0.199	-0.621	-0.050	-0.397	-0.397	0.196	0.077	0.190	-0.053	-0.181	-0.118	0.114	-0.111	0.986	1.000	-0.162	-0.148	-0.074
n_genres	0.036	0.214	0.059	0.040	0.040	0.047	0.008	-0.017	0.014	0.091	0.036	-0.039	0.025	-0.160	-0.162	1.000	0.197	0.098
n_writers	-0.128	0.215	-0.166	0.176	0.176	-0.110	-0.033	-0.059	0.003	0.079	0.054	-0.042	0.036	-0.140	-0.148	0.197	1.000	0.343
n_directors	-0.139	0.243	-0.124	0.188	0.188	-0.125	-0.036	-0.061	0.007	0.087	0.031	-0.050	0.033	-0.065	-0.074	0.098	0.343	1.000

	activity_days	end_hour	end_month	end_weekday	end_year	item	item_user_heavy_ratio	item_user_median_activity	n_directors	n_genres	n_writers	review_count	start_hour	start_month	start_weekday	start_year	year
activity_days	1.000	0.032	0.046	-0.041	0.206	-0.791	-0.397	-0.375	0.188	0.040	0.176	0.493	0.020	-0.381	-0.356	-0.841	-0.573
end_hour	0.032	1.000	-0.008	0.003	0.065	0.011	-0.111	-0.109	0.033	0.025	0.036	0.105	0.005	0.012	-0.021	0.031	0.081
end_month	0.046	-0.008	1.000	0.009	-0.552	0.003	-0.118	-0.115	0.031	0.036	0.054	0.120	0.007	0.013	-0.012	0.017	0.018
end_weekday	-0.041	0.003	0.009	1.000	0.001	0.002	0.114	0.111	-0.050	-0.039	-0.042	-0.127	-0.022	-0.023	0.039	0.006	-0.005
end_year	0.206	0.065	-0.552	0.001	1.000	-0.003	-0.181	-0.183	0.087	0.091	0.079	0.368	0.023	-0.023	-0.060	0.050	0.112
item	-0.791	0.011	0.003	0.002	-0.003	1.000	0.199	0.184	-0.139	0.036	-0.128	-0.223	0.001	0.348	0.275	0.828	0.677
item_user_heavy_ratio	-0.397	-0.111	-0.118	0.114	-0.181	0.199	1.000	0.986	-0.074	-0.162	-0.148	-0.621	-0.053	0.077	0.190	0.196	-0.050
item_user_median_activity	-0.375	-0.109	-0.115	0.111	-0.183	0.184	0.986	1.000	-0.065	-0.160	-0.140	-0.602	-0.050	0.069	0.178	0.176	-0.064
n_directors	0.188	0.033	0.031	-0.050	0.087	-0.139	-0.074	-0.065	1.000	0.098	0.343	0.243	0.007	-0.036	-0.061	-0.125	-0.124
n_genres	0.040	0.025	0.036	-0.039	0.091	0.036	-0.162	-0.160	0.098	1.000	0.197	0.214	0.014	0.008	-0.017	0.047	0.059
n_writers	0.176	0.036	0.054	-0.042	0.079	-0.128	-0.148	-0.140	0.343	0.197	1.000	0.215	0.003	-0.033	-0.059	-0.110	-0.166
review_count	0.493	0.105	0.120	-0.127	0.368	-0.223	-0.621	-0.602	0.243	0.214	0.215	1.000	0.064	-0.109	-0.236	-0.186	-0.014
start_hour	0.020	0.005	0.007	-0.022	0.023	0.001	-0.053	-0.050	0.007	0.014	0.003	0.064	1.000	0.008	-0.064	0.011	0.006
start_month	-0.381	0.012	0.013	-0.023	-0.023	0.348	0.077	0.069	-0.036	0.008	-0.033	-0.109	0.008	1.000	0.203	0.290	0.272
start_weekday	-0.356	-0.021	-0.012	0.039	-0.060	0.275	0.190	0.178	-0.061	-0.017	-0.059	-0.236	-0.064	0.203	1.000	0.235	0.169
start_year	-0.841	0.031	0.017	0.006	0.050	0.828	0.196	0.176	-0.125	0.047	-0.110	-0.186	0.011	0.290	0.235	1.000	0.687
year	-0.573	0.081	0.018	-0.005	0.112	0.677	-0.050	-0.064	-0.124	0.059	-0.166	-0.014	0.006	0.272	0.169	0.687	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	item	review_count	genres	directors	writers	year	title	start_datetime	end_datetime	activity_span	activity_days	start_year	start_month	start_weekday	start_hour	end_year	end_month	end_weekday	end_hour	item_user_median_activity	item_user_heavy_ratio	n_genres	n_writers	n_directors	genre_combo
0	1	12217	[Adventure, Animation, Children, Comedy, Fantasy]	[nm0005124]	[nm0004056, nm0005124, nm0169505, nm0230032, nm0710020, nm0812513, nm0923736]	1995.0	Toy Story (1995)	2005-04-11 12:41:27	2015-03-30 19:57:57	3640 days 07:16:30	3640	2005	4	0	12	2015	3	0	19	157.0	0.166244	5	7	1	(Adventure, Animation, Children, Comedy, Fantasy)
1	2	3364	[Adventure, Children, Fantasy]	[nm0002653]	[nm0378144, nm0852430, nm0885575]	1995.0	Jumanji (1995)	2005-04-13 07:34:58	2015-03-30 12:31:07	3638 days 04:56:09	3638	2005	4	2	7	2015	3	0	12	216.5	0.263080	3	3	1	(Adventure, Children, Fantasy)
2	3	734	[Comedy, Romance]	[nm0222043]	[nm0425756]	1995.0	Grumpier Old Men (1995)	2005-04-11 17:55:49	2015-03-26 18:25:06	3636 days 00:29:17	3636	2005	4	0	17	2015	3	3	18	282.0	0.388283	2	1	1	(Comedy, Romance)
3	4	43	[Comedy, Drama, Romance]	[nm0001845]	[nm0060103]	1995.0	Waiting to Exhale (1995)	2005-05-09 10:54:42	2015-03-22 21:45:09	3604 days 10:50:27	3604	2005	5	0	10	2015	3	6	21	376.0	0.581395	3	1	1	(Comedy, Drama, Romance)
4	5	590	[Comedy]	[nm0796124]	[nm0329304, nm0352443, nm0583600, nm0796124]	1995.0	Father of the Bride Part II (1995)	2005-04-13 16:16:13	2015-03-22 21:52:02	3630 days 05:35:49	3630	2005	4	2	16	2015	3	6	21	240.0	0.335593	1	4	1	(Comedy,)
5	6	5124	[Action, Crime, Thriller]	[nm0000520]	[nm0000520]	1995.0	Heat (1995)	2005-04-12 05:22:29	2015-03-30 19:25:46	3639 days 14:03:17	3639	2005	4	1	5	2015	3	0	19	217.0	0.274980	3	1	1	(Action, Crime, Thriller)
6	7	799	[Comedy, Romance]	[nm0001628]	[nm0000697, nm0070660, nm0499626, nm0713128, nm0853138]	1995.0	Sabrina (1995)	2005-04-12 20:51:48	2015-03-28 04:29:48	3636 days 07:38:00	3636	2005	4	1	20	2015	3	5	4	239.0	0.336671	2	5	1	(Comedy, Romance)
7	8	48	[Adventure, Children]	[nm0382072]	[nm0521739, nm0814085, nm0878494]	1995.0	Tom and Huck (1995)	2005-04-19 17:02:43	2015-03-01 17:00:55	3602 days 23:58:12	3602	2005	4	1	17	2015	3	6	17	355.0	0.541667	2	3	1	(Adventure, Children)
8	9	66	[Action]	[nm0001382]	[nm0704164]	1995.0	Sudden Death (1995)	2005-04-19 00:19:14	2014-12-29 15:48:41	3541 days 15:29:27	3541	2005	4	1	0	2014	12	0	15	434.0	0.606061	1	1	1	(Action,)
9	10	4286	[Action, Adventure, Thriller]	[nm0132709]	[nm0001220, nm0128997, nm0270761, nm0289833]	1995.0	GoldenEye (1995)	2005-04-11 13:47:25	2015-03-30 00:21:39	3639 days 10:34:14	3639	2005	4	0	13	2015	3	0	0	201.0	0.250583	3	4	1	(Action, Adventure, Thriller)

	item	review_count	genres	directors	writers	year	title	start_datetime	end_datetime	activity_span	activity_days	start_year	start_month	start_weekday	start_hour	end_year	end_month	end_weekday	end_hour	item_user_median_activity	item_user_heavy_ratio	n_genres	n_writers	n_directors	genre_combo
6797	116823	276	[Adventure, Sci-Fi, Thriller]	[nm1349376]	[nm0185976, nm0834960, nm1056741]	2014.0	The Hunger Games: Mockingjay - Part 1 (2014)	2014-11-13 21:41:34	2015-03-30 18:14:30	136 days 20:32:56	136	2014	11	3	21	2015	3	0	18	243.0	0.398551	3	3	1	(Adventure, Sci-Fi, Thriller)
6798	117176	188	[Drama, Romance]	[nm1016428]	NaN	2014.0	Theory of Everything, The (2014)	2014-11-19 00:10:40	2015-03-30 18:18:10	131 days 18:07:30	131	2014	11	2	0	2015	3	0	18	323.0	0.478723	2	0	1	(Drama, Romance)
6799	117533	44	[Documentary]	NaN	NaN	2014.0	Citizenfour (2014)	2014-11-27 14:40:19	2015-03-27 16:30:49	120 days 01:50:30	120	2014	11	3	14	2015	3	4	16	248.0	0.409091	1	0	0	(Documentary,)
6800	117881	38	[Drama]	[nm0322144, nm0922903]	[nm0322144, nm0922903]	2014.0	Still Alice (2014)	2014-12-05 14:57:05	2015-03-27 16:48:43	112 days 01:51:38	112	2014	12	4	14	2015	3	4	16	388.5	0.526316	1	2	2	(Drama,)
6801	118696	232	[Adventure, Fantasy]	[nm0001392]	[nm0001392, nm0101991, nm0866058, nm0868219, nm0909638]	2014.0	The Hobbit: The Battle of the Five Armies (2014)	2014-12-10 20:00:39	2015-03-29 22:48:33	109 days 02:47:54	109	2014	12	2	20	2015	3	6	22	309.0	0.465517	2	5	1	(Adventure, Fantasy)
6802	118700	54	[Drama]	NaN	NaN	2014.0	Selma (2014)	2015-01-03 05:32:06	2015-03-29 19:32:30	85 days 14:00:24	85	2015	1	5	5	2015	3	6	19	430.5	0.629630	1	0	0	(Drama,)
6803	118900	60	[Drama]	[nm0885249]	[nm0394984]	2014.0	Wild (2014)	2014-12-15 12:46:26	2015-03-28 09:46:33	102 days 21:00:07	102	2014	12	0	12	2015	3	5	9	492.0	0.683333	1	1	1	(Drama,)
6804	118997	52	[Children, Comedy, Fantasy, Musical]	[nm0551128]	[nm0487567]	2014.0	Into the Woods (2014)	2014-12-26 01:10:34	2015-03-27 15:34:34	91 days 14:24:00	91	2014	12	4	1	2015	3	4	15	396.0	0.596154	4	1	1	(Children, Comedy, Fantasy, Musical)
6805	119141	122	[Action, Comedy]	[nm0736622, nm1698571]	[nm0736622, nm1698571]	2014.0	The Interview (2014)	2014-12-25 00:22:55	2015-03-30 03:46:08	95 days 03:23:13	95	2014	12	3	0	2015	3	0	3	336.5	0.500000	2	2	2	(Action, Comedy)
6806	119145	78	[Action, Adventure, Comedy, Crime]	[nm0891216]	[nm0891216, nm0963359, nm1733301, nm2092839]	NaN	Kingsman: The Secret Service (2015)	2014-12-19 21:02:55	2015-03-30 19:58:21	100 days 22:55:26	100	2014	12	4	21	2015	3	0	19	349.0	0.551282	4	4	1	(Action, Adventure, Comedy, Crime)

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample